Hugo Larochelle
First name(s): Hugo
Last name(s): Larochelle
Email: larocheh@iro.umontreal.ca
URL:http://www.iro.umontreal.ca/~l...

Publications of Hugo Larochelle
2012
2011
2010
2009
Hugo Larochelle, Dumitru Erhan and Pascal Vincent, Deep Learning using Robust Interdependent Codes, in: Proceedings of the Twelfth International Conference on Artificial Intelligence and Statistics (AISTATS 2009), Clearwater (Florida), USA, pages 312--319, 2009
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2008
Hugo Larochelle and Yoshua Bengio, Classification using Discriminative Restricted Boltzmann Machines, in: Proceedings of the Twenty-fifth International Conference on Machine Learning (ICML'08), Helsinki, Finland, pages 536--543, ACM, 2008
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Yoshua Bengio, Hugo Larochelle and Joseph Turian, Deep Woods, Poster presented at the Learning@Snowbird Workshop, Snowbird, USA, 2008, 2008
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Pascal Vincent, Hugo Larochelle, Yoshua Bengio and Pierre-Antoine Manzagol, Extracting and Composing Robust Features with Denoising Autoencoders, Département d'Informatique et Recherche Opérationnelle, Université de Montréal, number 1316, 2008
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Pascal Vincent, Hugo Larochelle, Yoshua Bengio and Pierre-Antoine Manzagol, Extracting and Composing Robust Features with Denoising Autoencoders, in: Proceedings of the Twenty-fifth International Conference on Machine Learning (ICML'08), pages 1096--1103, ACM, 2008
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Hugo Larochelle, Dumitru Erhan and Yoshua Bengio, Zero-data Learning of New Tasks, in: AAAI Conference on Artificial Intelligence, 2008
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2007
Hugo Larochelle, Dumitru Erhan, Aaron Courville, James Bergstra and Yoshua Bengio, An Empirical Evaluation of Deep Architectures on Problems with Many Factors of Variation, in: Proceedings of the 24th International Conference on Machine Learning (ICML'07), Corvallis, OR, pages 473--480, ACM, 2007
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Hugo Larochelle, Yoshua Bengio and Dumitru Erhan, Generalization to a zero-data task: an empirical study, Talk and poster presented at the Learning Workshop(Snowbird), San Juan, Puerto Rico, 2007, 2007
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Yoshua Bengio, Pascal Lamblin, Dan Popovici and Hugo Larochelle, Greedy Layer-Wise Training of Deep Networks, in: Advances in Neural Information Processing Systems 19 (NIPS'06), pages 153--160, MIT Press, 2007
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2006
Hugo Larochelle and Yoshua Bengio, Distributed Representation Prediction for Generalization to New Words, Département d'informatique et recherche opérationnelle, Université de Montréal, number 1284, 2006
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Yoshua Bengio, Pascal Lamblin, Dan Popovici and Hugo Larochelle, Greedy Layer-Wise Training of Deep Networks, Département d'informatique et recherche opérationnelle, Université de Montréal, number 1282, 2006
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Yoshua Bengio, Hugo Larochelle and Pascal Vincent, Non-Local Manifold Parzen Windows, in: Advances in Neural Information Processing Systems 18 (NIPS'05), MIT Press, 2006
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Yoshua Bengio, Martin Monperrus and Hugo Larochelle, Nonlocal Estimation of Manifold Structure (2006), in: Neural Computation, 18(2509--2528)
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2005
Yoshua Bengio and Hugo Larochelle, Non-Local Manifold Parzen Windows, Département d'informatique et recherche opérationnelle, Université de Montréal, number 1264, 2005
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2004